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MultiLabelBinarizer — scikit-learn 1.6.0 docume...
fit_transform ([( 1 , 2 ), ( 3 ,)]) array([[1, 1, 0], [0, 0, 1]]) >>> mlb...{ 'comedy' }]) array([[0, 1, 1], [1, 0, 0]]) >>> list ( mlb ....scikit-learn.org/stable/modules/generated/sklearn.preprocessing.MultiLabelBinarizer.html -
IsolationForest example — scikit-learn 1.6.0 do...
1 ], [ 0.7 , 0.4 ]]) cluster_1 = 0.4 * rng . randn...assigned a ground truth label 1 whereas the outliers (created...scikit-learn.org/stable/auto_examples/ensemble/plot_isolation_forest.html -
RobustScaler — scikit-learn 1.6.0 documentation
[[ 1. , - 2. , 2. ], ... [ - 2. , 1. , 3. ], ... [ 4. , 1. ,..., -2. , 0. ], [-1. , 0. , 0.4], [ 1. , 0. , -1.6]]) fit ( X ,...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.RobustScaler.html -
IsotonicRegression — scikit-learn 1.6.0 documen...
1 , .2 ]) array([1.8628..., 3.7256...])...n_samples = 10 , n_features = 1 , random_state = 41 ) >>> iso_reg...scikit-learn.org/stable/modules/generated/sklearn.isotonic.IsotonicRegression.html -
QuantileRegressor — scikit-learn 1.6.0 document...
alpha = 1.0 , fit_intercept = True , solver...User Guide . Added in version 1.0. Parameters : quantile float,...scikit-learn.org/stable/modules/generated/sklearn.linear_model.QuantileRegressor.html -
ParameterGrid — scikit-learn 1.6.0 documentation
[{ 'a' : 1 , 'b' : True }, { 'a' : 1 , 'b' : False },...( grid )[ 1 ] == { 'kernel' : 'rbf' , 'gamma' : 1 } True On this...scikit-learn.org/stable/modules/generated/sklearn.model_selection.ParameterGrid.html -
CategoricalNB — scikit-learn 1.6.0 documentation
Added in version 1.2. Changed in version 1.4: The default value... CategoricalNB ( * , alpha = 1.0 , force_alpha = True , fit_prior...scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.CategoricalNB.html -
Feature agglomeration — scikit-learn 1.6.0 docu...
- 1 )) connectivity = grid_to_graph...images . shape ) plt . figure ( 1 , figsize = ( 4 , 3.5 )) plt ....scikit-learn.org/stable/auto_examples/cluster/plot_digits_agglomeration.html -
Pipeline — scikit-learn 1.7.dev0 documentation
version 1.5: Xt was deprecated in 1.5 and will be removed in 1.7....ing=True) . Added in version 1.6. memory str or object with the...scikit-learn.org/dev/modules/generated/sklearn.pipeline.Pipeline.html -
Examples — scikit-learn 1.7.dev0 documentation
scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...scikit-learn 1.6 Release Highlights for scikit-learn 1.6 Release...scikit-learn.org/dev/auto_examples/index.html